Table 3 Differences in model performance split by age groups.
From: Saliency models perform best for women’s and young adults' fixations
Deviation in model performance relative to average model performance across age bins | |||||||||
|---|---|---|---|---|---|---|---|---|---|
Model | 6–11 | 12–17 | 18–23 | 24–29 | 30–35 | 36–41 | 42–47 | 48–53 | 54–59 |
Baselines | |||||||||
Fixation map | 0.186 | 0.028 | 0.003 | −0.103 | −0.105 | −0.105 | −0.065 | −0.018 | 0.179 |
Central bias | −0.031 | 0.007 | −0.02 | 0.033 | 0.014 | −0.006 | −0.029 | 0.039 | −0.008 |
Single observer | 0.071 | 0.026 | 0.034 | −0.009 | −0.021 | −0.037 | −0.016 | −0.021 | −0.029 |
Meaning map | −0.029 | −0.024 | 0.042 | 0.047 | 0.015 | −0.002 | −0.006 | −0.006 | −0.037 |
Models | |||||||||
RARE2012 | −0.019 | −0.035 | 0.003 | 0.044 | 0.015 | 0.006 | 0.003 | 0.034 | −0.053 |
SalGAN | −0.007 | −0.068 | 0.069 | 0.057 | 0.004 | 0.006 | 0.024 | 0.006 | −0.087 |
DeepGazeIIE | 0.004 | 0 | 0.048 | 0.043 | 0.009 | −0.031 | −0.014 | 0.015 | −0.072 |
SALICON | −0.006 | −0.012 | 0.071 | 0.039 | 0.003 | −0.011 | 0.008 | 0.024 | −0.115 |
−DVA | −0.006 | −0.061 | 0.028 | 0.054 | 0.019 | −0.008 | 0.02 | 0.015 | −0.06 |
FES | 0.008 | −0.029 | −0.004 | 0.04 | 0.021 | −0.001 | −0.014 | 0.016 | −0.036 |
QSS | 0.037 | −0.034 | 0.035 | 0.036 | 0.01 | −0.024 | 0.004 | 0.009 | −0.069 |
SSR | 0.005 | −0.046 | 0.045 | 0.026 | 0.031 | 0.005 | −0.006 | 0.028 | −0.089 |
CVS | 0.02 | 0.011 | −0.015 | 0.01 | 0.013 | −0.004 | −0.023 | 0.008 | −0.024 |
IMSIG | 0.013 | −0.035 | 0.036 | 0.044 | 0.03 | −0.011 | 0.006 | 0.017 | −0.096 |
LDS | 0.018 | 0.021 | 0 | 0.021 | 0.001 | −0.013 | −0.03 | 0.01 | −0.031 |
ICF | 0.001 | 0.024 | 0.017 | 0.037 | 0.007 | −0.041 | −0.018 | 0.031 | −0.059 |
GBVS | −0.022 | 0.015 | −0.005 | 0.051 | 0.001 | −0.014 | −0.026 | 0.044 | −0.043 |
CAS | 0.023 | 0.017 | 0.004 | 0.026 | 0.007 | −0.019 | −0.02 | 0.033 | −0.068 |
SUN | 0.018 | −0.018 | −0.004 | 0.018 | 0.011 | −0.024 | −0.018 | 0.041 | −0.021 |
DeepGazeI | 0.003 | −0.008 | 0.044 | 0.046 | 0.009 | −0.025 | −0.008 | 0.027 | −0.087 |
AIM | 0.024 | 0.005 | 0.01 | 0.017 | 0 | −0.049 | −0.022 | 0.038 | −0.025 |
SAM | −0.001 | 0.082 | 0.033 | 0.015 | −0.04 | −0.03 | −0.019 | 0.033 | −0.073 |
DeepGazeII | −0.009 | −0.041 | 0.038 | 0.064 | 0.014 | −0.012 | 0.001 | 0.011 | −0.065 |
IKN | −0.014 | −0.024 | 0.006 | 0.059 | 0.014 | −0.008 | −0.017 | 0.035 | −0.053 |
BMS | 0.041 | 0.007 | 0.027 | 0.026 | 0.017 | −0.016 | −0.02 | 0.019 | −0.101 |
Summary statistics (models only) | |||||||||
Mean deviation | −0.006 | −0.011 | 0.023 | 0.037 | 0.009 | −0.015 | −0.009 | 0.024 | −0.063 |
Bayes Factor10 | 0.739 | 0.567 | 92.727 | >5000 | 6.982 | 258.279 | 4.050 | >5,000 | >5,000 |